Think with Extra-Image: A Farmland Segmentation Agent Driven by Spatio-Temporal Information Gain

Existing farmland remote sensing image (FRSI) segmentation follows a "Think with Intra-Image" paradigm, assuming that the current image contains sufficient visual evidence for reliable segmentation. Yet farmland appearance varies with phenology and spatial context and is often confused with other la...